Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	144175
Missing cells	1
Missing cells (%)	< 0.1%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	27.5 MiB
Average record size in memory	200.0 B

Variable types

Text	2
Categorical	3
Numeric	20

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`Deviation of star ratings` is highly overall correlated with `Rating` and 2 other fields	High correlation
`FOG Index` is highly overall correlated with `Flesch Reading Ease` and 1 other fields	High correlation
`Flesch Reading Ease` is highly overall correlated with `FOG Index`	High correlation
`Rating` is highly overall correlated with `Deviation of star ratings`	High correlation
`Topic_3` is highly overall correlated with `breadth` and 1 other fields	High correlation
`avg_rating` is highly overall correlated with `Deviation of star ratings` and 2 other fields	High correlation
`breadth` is highly overall correlated with `Topic_3`	High correlation
`depth` is highly overall correlated with `Topic_3`	High correlation
`num_of_enrolled` is highly overall correlated with `num_of_ratings` and 2 other fields	High correlation
`num_of_ratings` is highly overall correlated with `Deviation of star ratings` and 4 other fields	High correlation
`num_of_reviews` is highly overall correlated with `avg_rating` and 3 other fields	High correlation
`num_of_top_instructor_courses` is highly overall correlated with `num_of_top_instructor_leaners`	High correlation
`num_of_top_instructor_leaners` is highly overall correlated with `num_of_enrolled` and 3 other fields	High correlation
`sentiment_score_continuous` is highly overall correlated with `sentiment_score_discrete` and 1 other fields	High correlation
`sentiment_score_discrete` is highly overall correlated with `sentiment_score_continuous`	High correlation
`sst5_sentiment_score` is highly overall correlated with `sentiment_score_continuous`	High correlation
`text_length` is highly overall correlated with `FOG Index`	High correlation
`Rating` is highly imbalanced (62.4%)	Imbalance
`helpfulness` is highly skewed (γ1 = 45.21948824)	Skewed
`helpfulness` has 138507 (96.1%) zeros	Zeros

Reproduction

Analysis started	2025-01-16 04:37:26.604102
Analysis finished	2025-01-16 04:39:05.069000
Duration	1 minute and 38.46 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

course_name
Text

Distinct	205
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	79
Median length	56
Mean length	21.42463
Min length	2

Characters and Unicode

Total characters	3088896
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	foundations-of-cybersecurity
2nd row	foundations-of-cybersecurity
3rd row	foundations-of-cybersecurity
4th row	foundations-of-cybersecurity
5th row	foundations-of-cybersecurity

Value	Count	Frequency (%)
python-data	9731	6.7%
foundations-user-experience-design	9550	6.6%
python	9511	6.6%
python-network-data	6899	4.8%
html	6410	4.4%
foundations-of-cybersecurity	5252	3.6%
html-css-javascript-for-web-developers	4000	2.8%
matlab	3860	2.7%
introduction-tensorflow	3683	2.6%
python-basics	3658	2.5%
Other values (195)	81621	56.6%

Most occurring characters

Value	Count	Frequency (%)
-	285306	9.2%
e	262159	8.5%
t	260689	8.4%
o	243376	7.9%
n	231964	7.5%
a	207012	6.7%
r	197543	6.4%
i	193689	6.3%
s	173482	5.6%
d	124276	4.0%
Other values (20)	909400	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3088896	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	285306	9.2%
e	262159	8.5%
t	260689	8.4%
o	243376	7.9%
n	231964	7.5%
a	207012	6.7%
r	197543	6.4%
i	193689	6.3%
s	173482	5.6%
d	124276	4.0%
Other values (20)	909400	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3088896	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	285306	9.2%
e	262159	8.5%
t	260689	8.4%
o	243376	7.9%
n	231964	7.5%
a	207012	6.7%
r	197543	6.4%
i	193689	6.3%
s	173482	5.6%
d	124276	4.0%
Other values (20)	909400	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3088896	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	285306	9.2%
e	262159	8.5%
t	260689	8.4%
o	243376	7.9%
n	231964	7.5%
a	207012	6.7%
r	197543	6.4%
i	193689	6.3%
s	173482	5.6%
d	124276	4.0%
Other values (20)	909400	29.4%

Rating
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

5	119428
4	17745
3	4420
2	1410
1	1172

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	144175
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	5
3rd row	5
4th row	5
5th row	5

Common Values

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

Most occurring characters

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	119428	82.8%
4	17745	12.3%
3	4420	3.1%
2	1410	1.0%
1	1172	0.8%

avg_rating
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7422285

Minimum	3.8
Maximum	4.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	3.8
5-th percentile	4.6
Q1	4.7
median	4.8
Q3	4.8
95-th percentile	4.9
Maximum	4.9
Range	1.1
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.10456217
Coefficient of variation (CV)	0.022049163
Kurtosis	4.129883
Mean	4.7422285
Median Absolute Deviation (MAD)	0.1
Skewness	-1.3300321
Sum	683710.8
Variance	0.010933247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4.8	68040	47.2%
4.7	39189	27.2%
4.6	18048	12.5%
4.9	13032	9.0%
4.5	3679	2.6%
4.4	1405	1.0%
4.3	604	0.4%
4.1	64	< 0.1%
3.9	40	< 0.1%
4	39	< 0.1%
Other values (2)	35	< 0.1%

Value	Count	Frequency (%)
3.8	8	< 0.1%
3.9	40	< 0.1%
4	39	< 0.1%
4.1	64	< 0.1%
4.2	27	< 0.1%
4.3	604	0.4%
4.4	1405	1.0%
4.5	3679	2.6%
4.6	18048	12.5%
4.7	39189	27.2%

Value	Count	Frequency (%)
4.9	13032	9.0%
4.8	68040	47.2%
4.7	39189	27.2%
4.6	18048	12.5%
4.5	3679	2.6%
4.4	1405	1.0%
4.3	604	0.4%
4.2	27	< 0.1%
4.1	64	< 0.1%
4	39	< 0.1%

num_of_ratings
Real number (ℝ)

High correlation

Distinct	193
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35941.503

Minimum	13
Maximum	229752
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	13
5-th percentile	1170
Q1	3661
median	13222
Q3	27905
95-th percentile	229752
Maximum	229752
Range	229739
Interquartile range (IQR)	24244

Descriptive statistics

Standard deviation	57947.916
Coefficient of variation (CV)	1.6122842
Kurtosis	5.3873647
Mean	35941.503
Median Absolute Deviation (MAD)	10238
Skewness	2.4697645
Sum	5.1818663 × 10⁹
Variance	3.357961 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96077	9731	6.7%
69498	9550	6.6%
229752	9511	6.6%
44178	6899	4.8%
27564	6410	4.4%
27905	5252	3.6%
16672	4000	2.8%
17700	3860	2.7%
19521	3683	2.6%
17773	3658	2.5%
Other values (183)	81621	56.6%

Value	Count	Frequency (%)
13	1	< 0.1%
19	6	< 0.1%
24	24	< 0.1%
28	8	< 0.1%
30	8	< 0.1%
39	18	< 0.1%
41	10	< 0.1%
42	13	< 0.1%
52	11	< 0.1%
55	11	< 0.1%

Value	Count	Frequency (%)
229752	9511	6.6%
96077	9731	6.7%
69498	9550	6.6%
44178	6899	4.8%
27905	5252	3.6%
27564	6410	4.4%
21320	2616	1.8%
19521	3683	2.6%
17773	3658	2.5%
17700	3860	2.7%

helpfulness
Real number (ℝ)

Skewed Zeros

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15305705

Minimum	0
Maximum	239
Zeros	138507
Zeros (%)	96.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	239
Range	239
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.9674644
Coefficient of variation (CV)	12.854452
Kurtosis	3444.0959
Mean	0.15305705
Median Absolute Deviation (MAD)	0
Skewness	45.219488
Sum	22067
Variance	3.8709163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	138507	96.1%
1	3188	2.2%
2	780	0.5%
3	378	0.3%
4	272	0.2%
5	179	0.1%
6	133	0.1%
7	94	0.1%
8	88	0.1%
9	82	0.1%
Other values (67)	474	0.3%

Value	Count	Frequency (%)
0	138507	96.1%
1	3188	2.2%
2	780	0.5%
3	378	0.3%
4	272	0.2%
5	179	0.1%
6	133	0.1%
7	94	0.1%
8	88	0.1%
9	82	0.1%

Value	Count	Frequency (%)
239	1	< 0.1%
202	1	< 0.1%
144	1	< 0.1%
138	1	< 0.1%
136	1	< 0.1%
118	1	< 0.1%
114	1	< 0.1%
111	1	< 0.1%
99	1	< 0.1%
96	1	< 0.1%

Review_Text
Text

Distinct	118705
Distinct (%)	82.3%
Missing	1
Missing (%)	< 0.1%
Memory size	1.1 MiB

Length

Max length	5592
Median length	2013
Mean length	108.38946
Min length	1

Characters and Unicode

Total characters	15626942
Distinct characters	66
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	115781 ?
Unique (%)	80.3%

Sample

1st row	The course is well paced and they get you comfortable with the topics even though we do not have any sort of prior exposure in this field It is very good for the beginners who are new to this field
2nd row	Information was well organized, easy to learn, and study with frequent note writing, and some breaks You can learn a good brief summary of whats to come, and what to research more in the future
3rd row	For a foundation course, this one was easy to understand, it explained all basic concepts in a fluid way and built up the base for the upcoming courses Im eager to move on to the other courses now
4th row	I think this is a great start for anyone who is starting from absolute zero I think that since Ive been toying with the idea of getting into Cybersecurity for 2 years now, it was a great refresher
5th row	Surprised by the quality of this course repeating items so you learn by seeing definitions and concepts over and over again while using great analogy to make difficult concept understandable

Value	Count	Frequency (%)
the	124608	4.6%
course	95878	3.5%
and	91495	3.4%
to	90952	3.4%
a	64359	2.4%
i	63171	2.3%
of	49915	1.8%
this	47640	1.8%
is	44561	1.6%
for	42052	1.6%
Other values (43809)	1987458	73.6%

Most occurring characters

Value	Count	Frequency (%)
	2580075	16.5%
e	1585200	10.1%
t	1071287	6.9%
o	1034247	6.6%
a	931011	6.0%
n	893004	5.7%
r	853031	5.5%
s	837422	5.4%
i	812315	5.2%
l	547152	3.5%
Other values (56)	4482198	28.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15626942	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2580075	16.5%
e	1585200	10.1%
t	1071287	6.9%
o	1034247	6.6%
a	931011	6.0%
n	893004	5.7%
r	853031	5.5%
s	837422	5.4%
i	812315	5.2%
l	547152	3.5%
Other values (56)	4482198	28.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15626942	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2580075	16.5%
e	1585200	10.1%
t	1071287	6.9%
o	1034247	6.6%
a	931011	6.0%
n	893004	5.7%
r	853031	5.5%
s	837422	5.4%
i	812315	5.2%
l	547152	3.5%
Other values (56)	4482198	28.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15626942	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2580075	16.5%
e	1585200	10.1%
t	1071287	6.9%
o	1034247	6.6%
a	931011	6.0%
n	893004	5.7%
r	853031	5.5%
s	837422	5.4%
i	812315	5.2%
l	547152	3.5%
Other values (56)	4482198	28.7%

num_of_reviews
Real number (ℝ)

High correlation

Distinct	178
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3914.6249

Minimum	1
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	212
Q1	836
median	2698
Q3	6623
95-th percentile	10000
Maximum	10000
Range	9999
Interquartile range (IQR)	5787

Descriptive statistics

Standard deviation	3599.9527
Coefficient of variation (CV)	0.91961627
Kurtosis	-1.0379363
Mean	3914.6249
Median Absolute Deviation (MAD)	2112
Skewness	0.70480703
Sum	5.6439104 × 10⁸
Variance	12959660
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	28792	20.0%
7113	6899	4.8%
6623	6410	4.4%
5510	5252	3.6%
4131	4000	2.8%
4032	3860	2.7%
3809	3683	2.6%
3784	3658	2.5%
2854	2771	1.9%
2779	2711	1.9%
Other values (168)	76139	52.8%

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
5	5	< 0.1%
6	6	< 0.1%
7	6	< 0.1%
8	40	< 0.1%
9	27	< 0.1%
10	29	< 0.1%
11	22	< 0.1%
12	11	< 0.1%

Value	Count	Frequency (%)
10000	28792	20.0%
7113	6899	4.8%
6623	6410	4.4%
5510	5252	3.6%
4131	4000	2.8%
4032	3860	2.7%
3809	3683	2.6%
3784	3658	2.5%
2854	2771	1.9%
2779	2711	1.9%

num_of_enrolled
Real number (ℝ)

High correlation

Distinct	205
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	673416.31

Minimum	1507
Maximum	3205753
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1507
5-th percentile	65412
Q1	182631
median	408135
Q3	988223
95-th percentile	3205753
Maximum	3205753
Range	3204246
Interquartile range (IQR)	805592

Descriptive statistics

Standard deviation	773910.41
Coefficient of variation (CV)	1.1492303
Kurtosis	4.7074391
Mean	673416.31
Median Absolute Deviation (MAD)	261381
Skewness	2.2424477
Sum	9.7089796 × 10¹⁰
Variance	5.9893732 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1076350	9731	6.7%
1361423	9550	6.6%
3205753	9511	6.6%
682235	6899	4.8%
574559	6410	4.4%
988223	5252	3.6%
1171384	4000	2.8%
497579	3860	2.7%
385916	3683	2.6%
459997	3658	2.5%
Other values (195)	81621	56.6%

Value	Count	Frequency (%)
1507	8	< 0.1%
2165	11	< 0.1%
2233	6	< 0.1%
2240	13	< 0.1%
2429	6	< 0.1%
3736	8	< 0.1%
3802	1	< 0.1%
4033	12	< 0.1%
5198	11	< 0.1%
5932	9	< 0.1%

Value	Count	Frequency (%)
3205753	9511	6.6%
1361423	9550	6.6%
1171384	4000	2.8%
1076350	9731	6.7%
988223	5252	3.6%
682235	6899	4.8%
582205	2626	1.8%
574559	6410	4.4%
540079	2597	1.8%
535924	2213	1.5%

num_of_top_instructor_courses
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.02124

Minimum	2
Maximum	1675
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	9
median	60
Q3	129
95-th percentile	325
Maximum	1675
Range	1673
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	216.49506
Coefficient of variation (CV)	1.9326251
Kurtosis	33.846437
Mean	112.02124
Median Absolute Deviation (MAD)	51
Skewness	5.2003808
Sum	16150662
Variance	46870.111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
60	38906	27.0%
325	26626	18.5%
9	11394	7.9%
4	8952	6.2%
129	7919	5.5%
5	6469	4.5%
18	6358	4.4%
8	4940	3.4%
2	4867	3.4%
12	4743	3.3%
Other values (19)	23001	16.0%

Value	Count	Frequency (%)
2	4867	3.4%
3	818	0.6%
4	8952	6.2%
5	6469	4.5%
6	1546	1.1%
7	2866	2.0%
8	4940	3.4%
9	11394	7.9%
10	50	< 0.1%
12	4743	3.3%

Value	Count	Frequency (%)
1675	1945	1.3%
325	26626	18.5%
196	90	0.1%
129	7919	5.5%
87	171	0.1%
66	19	< 0.1%
60	38906	27.0%
58	2431	1.7%
53	1451	1.0%
48	11	< 0.1%

num_of_top_instructor_leaners
Real number (ℝ)

High correlation

Distinct	83
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3625516.4

Minimum	3945
Maximum	11153139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	3945
5-th percentile	167950
Q1	517137
median	1245385
Q3	4384601
95-th percentile	11153139
Maximum	11153139
Range	11149194
Interquartile range (IQR)	3867464

Descriptive statistics

Standard deviation	3931982.4
Coefficient of variation (CV)	1.0845303
Kurtosis	-0.32362373
Mean	3625516.4
Median Absolute Deviation (MAD)	1123168
Skewness	1.0520913
Sum	5.2270883 × 10¹¹
Variance	1.5460486 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4384601	38906	27.0%
11153139	26626	18.5%
954353	7919	5.5%
1071441	6119	4.2%
517137	4436	3.1%
596976	4414	3.1%
1245385	4361	3.0%
506004	3972	2.8%
426823	3816	2.6%
528545	3765	2.6%
Other values (73)	39841	27.6%

Value	Count	Frequency (%)
3945	8	< 0.1%
6855	6	< 0.1%
7841	22	< 0.1%
8506	39	< 0.1%
8682	8	< 0.1%
8703	10	< 0.1%
18193	23	< 0.1%
19837	18	< 0.1%
21526	41	< 0.1%
29959	44	< 0.1%

Value	Count	Frequency (%)
11153139	26626	18.5%
4384601	38906	27.0%
3081791	1451	1.0%
2767486	1945	1.3%
1245385	4361	3.0%
1071441	6119	4.2%
1065753	90	0.1%
1014757	2431	1.7%
954353	7919	5.5%
892947	1	< 0.1%

depth
Real number (ℝ)

High correlation

Distinct	102398
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-56.191015

Minimum	-100
Maximum	-8.7987732
Zeros	0
Zeros (%)	0.0%
Negative	144175
Negative (%)	100.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-100
5-th percentile	-82.665539
Q1	-81.712639
median	-63.77041
Q3	-31.270756
95-th percentile	-13.037956
Maximum	-8.7987732
Range	91.201227
Interquartile range (IQR)	50.441884

Descriptive statistics

Standard deviation	27.01916
Coefficient of variation (CV)	-0.48084485
Kurtosis	-1.2908057
Mean	-56.191015
Median Absolute Deviation (MAD)	18.151802
Skewness	0.4486042
Sum	-8101339.5
Variance	730.03502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-81.02716281	5217	3.6%
-100	2653	1.8%
-13.03795572	2095	1.5%
-11.50166211	1670	1.2%
-80.93541039	1537	1.1%
-80.89876638	1365	0.9%
-80.86473527	1309	0.9%
-12.66063664	937	0.6%
-82.00227236	734	0.5%
-12.67459405	726	0.5%
Other values (102388)	125932	87.3%

Value	Count	Frequency (%)
-100	2653	1.8%
-85.0804667	1	< 0.1%
-85.05122223	1	< 0.1%
-85.04970454	4	< 0.1%
-84.99239666	1	< 0.1%
-84.94088167	11	< 0.1%
-84.93204365	5	< 0.1%
-84.842206	6	< 0.1%
-84.83006538	5	< 0.1%
-84.76259265	1	< 0.1%

Value	Count	Frequency (%)
-8.798773191	1	< 0.1%
-8.839094015	1	< 0.1%
-9.126066095	1	< 0.1%
-9.415730643	1	< 0.1%
-9.534633016	1	< 0.1%
-9.581133571	1	< 0.1%
-9.650485166	1	< 0.1%
-9.706895053	1	< 0.1%
-9.77316162	1	< 0.1%
-9.778012839	1	< 0.1%

breadth
Real number (ℝ)

High correlation

Distinct	69620
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1910836

Minimum	0.031277315
Maximum	4.4330168
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.031277315
5-th percentile	0.37814931
Q1	0.6680753
median	0.69947136
Q3	1.4939761
95-th percentile	2.8867949
Maximum	4.4330168
Range	4.4017395
Interquartile range (IQR)	0.82590081

Descriptive statistics

Standard deviation	0.92778873
Coefficient of variation (CV)	0.77894511
Kurtosis	1.6923556
Mean	1.1910836
Median Absolute Deviation (MAD)	0.18636348
Skewness	1.5717753
Sum	171724.48
Variance	0.86079194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.699471365	43002	29.8%
2.840657022	5549	3.8%
0.647271721	2653	1.8%
2.886794893	2293	1.6%
1.493976116	2095	1.5%
1.079430014	1670	1.2%
3.98605896	1611	1.1%
4.433016776	1469	1.0%
2.563043433	937	0.6%
3.053655198	726	0.5%
Other values (69610)	82170	57.0%

Value	Count	Frequency (%)
0.031277315	1	< 0.1%
0.036646499	1	< 0.1%
0.037259207	1	< 0.1%
0.03727452	1	< 0.1%
0.039460533	1	< 0.1%
0.047056842	1	< 0.1%
0.048498549	1	< 0.1%
0.050129461	1	< 0.1%
0.05067275	1	< 0.1%
0.051788469	1	< 0.1%

Value	Count	Frequency (%)
4.433016776	1469	1.0%
4.432271889	1	< 0.1%
4.432031292	2	< 0.1%
4.429161311	1	< 0.1%
4.42762739	1	< 0.1%
4.427098982	1	< 0.1%
4.426473879	3	< 0.1%
4.425900817	1	< 0.1%
4.424742466	3	< 0.1%
4.424676444	1	< 0.1%

Topic_1
Real number (ℝ)

Distinct	51522
Distinct (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14097669

Minimum	5.33 × 10^-20
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5.33 × 10^-20
5-th percentile	1.52 × 10^-19
Q1	5.67 × 10^-19
median	1.48 × 10^-16
Q3	0.026065148
95-th percentile	0.92091331
Maximum	1
Range	1
Interquartile range (IQR)	0.026065148

Descriptive statistics

Standard deviation	0.28871585
Coefficient of variation (CV)	2.0479687
Kurtosis	2.403007
Mean	0.14097669
Median Absolute Deviation (MAD)	1.479268 × 10^-16
Skewness	1.9537861
Sum	20325.315
Variance	0.083356845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5549	3.8%
0.2	2653	1.8%
0.000686351	2095	1.5%
0.657179495	1670	1.2%
8.62 × 10^-20	1537	1.1%
7.92 × 10^-20	1365	0.9%
7.32 × 10^-20	1309	0.9%
0.000910666	938	0.7%
1.01 × 10^-18	912	0.6%
0.00072562	726	0.5%
Other values (51512)	125421	87.0%

Value	Count	Frequency (%)
5.33 × 10^-20	5	< 0.1%
5.4 × 10^-20	1	< 0.1%
5.56 × 10^-20	8	< 0.1%
5.66 × 10^-20	3	< 0.1%
5.91 × 10^-20	1	< 0.1%
6.44 × 10^-20	1	< 0.1%
6.66 × 10^-20	1	< 0.1%
6.68 × 10^-20	1	< 0.1%
6.9 × 10^-20	1	< 0.1%
7.04 × 10^-20	1	< 0.1%

Value	Count	Frequency (%)
1	5549	3.8%
0.999963129	1	< 0.1%
0.999908808	2	< 0.1%
0.999869759	1	< 0.1%
0.999754134	2	< 0.1%
0.999749561	1	< 0.1%
0.999629503	1	< 0.1%
0.99958591	11	< 0.1%
0.999580533	7	< 0.1%
0.999518341	1	< 0.1%

Topic_2
Real number (ℝ)

Distinct	48058
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1369888

Minimum	5.4 × 10^-20
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5.4 × 10^-20
5-th percentile	1.06 × 10^-19
Q1	5.19 × 10^-19
median	4.54 × 10^-18
Q3	0.041602561
95-th percentile	0.80390715
Maximum	1
Range	1
Interquartile range (IQR)	0.041602561

Descriptive statistics

Standard deviation	0.2752311
Coefficient of variation (CV)	2.0091504
Kurtosis	2.2878236
Mean	0.1369888
Median Absolute Deviation (MAD)	4.4608 × 10^-18
Skewness	1.9283522
Sum	19750.36
Variance	0.075752161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.06 × 10^-19	5243	3.6%
0.2	2653	1.8%
1	2293	1.6%
0.750730944	2095	1.5%
0.013330328	1670	1.2%
7.92 × 10^-20	1365	0.9%
7.32 × 10^-20	1309	0.9%
0.007786906	937	0.6%
1.01 × 10^-18	925	0.6%
0.006227935	726	0.5%
Other values (48048)	124959	86.7%

Value	Count	Frequency (%)
5.4 × 10^-20	1	< 0.1%
6.05 × 10^-20	11	< 0.1%
6.37 × 10^-20	8	< 0.1%
6.58 × 10^-20	1	< 0.1%
6.68 × 10^-20	1	< 0.1%
6.76 × 10^-20	1	< 0.1%
6.94 × 10^-20	1	< 0.1%
7.04 × 10^-20	1	< 0.1%
7.06 × 10^-20	1	< 0.1%
7.11 × 10^-20	1	< 0.1%

Value	Count	Frequency (%)
1	2293	1.6%
0.999995717	1	< 0.1%
0.999993661	1	< 0.1%
0.999870271	4	< 0.1%
0.9998577	1	< 0.1%
0.999831214	1	< 0.1%
0.999745855	1	< 0.1%
0.999696796	1	< 0.1%
0.999673719	1	< 0.1%
0.999671248	1	< 0.1%

Topic_3
Real number (ℝ)

High correlation

Distinct	69118
Distinct (%)	47.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6139252

Minimum	5.4 × 10^-20
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5.4 × 10^-20
5-th percentile	1.06 × 10^-19
Q1	0.24010873
median	0.72035444
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75989127

Descriptive statistics

Standard deviation	0.38922587
Coefficient of variation (CV)	0.63399559
Kurtosis	-1.5792722
Mean	0.6139252
Median Absolute Deviation (MAD)	0.27964556
Skewness	-0.30513878
Sum	88512.666
Variance	0.15149678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	43002	29.8%
1.06 × 10^-19	5224	3.6%
0.2	2653	1.8%
0.240108726	2095	1.5%
0.316035382	1670	1.2%
8.62 × 10^-20	1537	1.1%
7.92 × 10^-20	1366	0.9%
7.32 × 10^-20	1309	0.9%
0.187166114	937	0.6%
0.166214455	726	0.5%
Other values (69108)	83656	58.0%

Value	Count	Frequency (%)
5.4 × 10^-20	1	< 0.1%
5.66 × 10^-20	3	< 0.1%
5.91 × 10^-20	1	< 0.1%
6.05 × 10^-20	11	< 0.1%
6.37 × 10^-20	8	< 0.1%
6.76 × 10^-20	8	< 0.1%
6.94 × 10^-20	1	< 0.1%
7.11 × 10^-20	1	< 0.1%
7.32 × 10^-20	1309	0.9%
7.38 × 10^-20	1	< 0.1%

Value	Count	Frequency (%)
1	43002	29.8%
0.999999907	1	< 0.1%
0.999999543	1	< 0.1%
0.999998474	1	< 0.1%
0.99999806	1	< 0.1%
0.999995878	1	< 0.1%
0.999994324	1	< 0.1%
0.999994032	1	< 0.1%
0.999991689	1	< 0.1%
0.999991452	1	< 0.1%

Topic_4
Real number (ℝ)

Distinct	40710
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.062265867

Minimum	5.66 × 10^-20
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5.66 × 10^-20
5-th percentile	1.06 × 10^-19
Q1	4.03 × 10^-19
median	1.58 × 10^-18
Q3	0.007812483
95-th percentile	0.63435474
Maximum	1
Range	1
Interquartile range (IQR)	0.007812483

Descriptive statistics

Standard deviation	0.1976287
Coefficient of variation (CV)	3.1739493
Kurtosis	11.531268
Mean	0.062265867
Median Absolute Deviation (MAD)	1.474 × 10^-18
Skewness	3.5383841
Sum	8977.1814
Variance	0.039057105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.06 × 10^-19	5234	3.6%
0.2	2653	1.8%
0.005376354	2095	1.5%
0.007812483	1670	1.2%
1	1611	1.1%
8.62 × 10^-20	1537	1.1%
7.32 × 10^-20	1309	0.9%
0.800875843	937	0.6%
1.01 × 10^-18	928	0.6%
0.003921388	726	0.5%
Other values (40700)	125475	87.0%

Value	Count	Frequency (%)
5.66 × 10^-20	3	< 0.1%
6.05 × 10^-20	11	< 0.1%
6.58 × 10^-20	1	< 0.1%
6.76 × 10^-20	8	< 0.1%
7.32 × 10^-20	1309	0.9%
7.35 × 10^-20	1	< 0.1%
7.64 × 10^-20	26	< 0.1%
7.68 × 10^-20	1	< 0.1%
7.83 × 10^-20	1	< 0.1%
7.89 × 10^-20	11	< 0.1%

Value	Count	Frequency (%)
1	1611	1.1%
0.999954644	1	< 0.1%
0.999942945	1	< 0.1%
0.999899199	2	< 0.1%
0.99980682	1	< 0.1%
0.999700569	1	< 0.1%
0.999655922	1	< 0.1%
0.99965555	1	< 0.1%
0.999655094	1	< 0.1%
0.999592949	1	< 0.1%

Topic_5
Real number (ℝ)

Distinct	37326
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.045843439

Minimum	5.91 × 10^-20
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5.91 × 10^-20
5-th percentile	1.06 × 10^-19
Q1	3.76 × 10^-19
median	1.34 × 10^-18
Q3	0.0044258955
95-th percentile	0.2
Maximum	1
Range	1
Interquartile range (IQR)	0.0044258955

Descriptive statistics

Standard deviation	0.17448836
Coefficient of variation (CV)	3.8061796
Kurtosis	18.397659
Mean	0.045843439
Median Absolute Deviation (MAD)	1.222 × 10^-18
Skewness	4.3853628
Sum	6609.4778
Variance	0.030446189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.06 × 10^-19	5244	3.6%
0.2	2653	1.8%
0.003097624	2095	1.5%
0.005642311	1670	1.2%
8.62 × 10^-20	1537	1.1%
1	1469	1.0%
7.92 × 10^-20	1365	0.9%
0.00326047	937	0.6%
1.01 × 10^-18	929	0.6%
0.822910603	726	0.5%
Other values (37316)	125550	87.1%

Value	Count	Frequency (%)
5.91 × 10^-20	1	< 0.1%
6.37 × 10^-20	8	< 0.1%
6.44 × 10^-20	1	< 0.1%
6.66 × 10^-20	1	< 0.1%
6.76 × 10^-20	8	< 0.1%
7.06 × 10^-20	1	< 0.1%
7.43 × 10^-20	1	< 0.1%
7.69 × 10^-20	2	< 0.1%
7.8 × 10^-20	3	< 0.1%
7.92 × 10^-20	1365	0.9%

Value	Count	Frequency (%)
1	1469	1.0%
0.999954323	1	< 0.1%
0.99993788	2	< 0.1%
0.99974222	1	< 0.1%
0.999644206	1	< 0.1%
0.999610428	1	< 0.1%
0.999564536	1	< 0.1%
0.999536265	3	< 0.1%
0.999481632	1	< 0.1%
0.999462414	1	< 0.1%

sentiment_score_continuous
Real number (ℝ)

High correlation

Distinct	3687
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3066594

Minimum	1.015
Maximum	4.989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1.015
5-th percentile	2.839
Q1	4.11
median	4.512
Q3	4.73
95-th percentile	4.881
Maximum	4.989
Range	3.974
Interquartile range (IQR)	0.62

Descriptive statistics

Standard deviation	0.64060912
Coefficient of variation (CV)	0.1487485
Kurtosis	4.349708
Mean	4.3066594
Median Absolute Deviation (MAD)	0.264
Skewness	-2.0195068
Sum	620912.62
Variance	0.41038004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.103	3456	2.4%
4.578	1241	0.9%
4.833	1144	0.8%
4.682	965	0.7%
4.249	959	0.7%
4.484	857	0.6%
4.069	756	0.5%
4.758	663	0.5%
4.696	629	0.4%
4.783	576	0.4%
Other values (3677)	132929	92.2%

Value	Count	Frequency (%)
1.015	2	< 0.1%
1.03	1	< 0.1%
1.034	1	< 0.1%
1.036	1	< 0.1%
1.039	1	< 0.1%
1.049	1	< 0.1%
1.052	1	< 0.1%
1.053	1	< 0.1%
1.06	1	< 0.1%
1.061	1	< 0.1%

Value	Count	Frequency (%)
4.989	3	< 0.1%
4.988	5	< 0.1%
4.987	2	< 0.1%
4.985	2	< 0.1%
4.984	1	< 0.1%
4.983	1	< 0.1%
4.982	3	< 0.1%
4.981	3	< 0.1%
4.98	2	< 0.1%
4.979	4	< 0.1%

sentiment_score_discrete
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

5	91311
4	38857
3	9102
2	3388
1	1517

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	144175
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	5
5th row	5

Common Values

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

Most occurring characters

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	91311	63.3%
4	38857	27.0%
3	9102	6.3%
2	3388	2.3%
1	1517	1.1%

sst5_sentiment_score
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

4	91848
5	36889
3	10444
2	4710
1	284

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	144175
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	144175	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	91848	63.7%
5	36889	25.6%
3	10444	7.2%
2	4710	3.3%
1	284	0.2%

text_length
Real number (ℝ)

High correlation

Distinct	356
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.741737

Minimum	0
Maximum	985
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	11
Q3	24
95-th percentile	60
Maximum	985
Range	985
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	25.569154
Coefficient of variation (CV)	1.3642894
Kurtosis	72.236134
Mean	18.741737
Median Absolute Deviation (MAD)	8
Skewness	5.5492691
Sum	2702090
Variance	653.78166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	12748	8.8%
1	12000	8.3%
4	6992	4.8%
5	6905	4.8%
3	6314	4.4%
6	6048	4.2%
7	5445	3.8%
8	5030	3.5%
9	4647	3.2%
10	4417	3.1%
Other values (346)	73629	51.1%

Value	Count	Frequency (%)
0	1	< 0.1%
1	12000	8.3%
2	12748	8.8%
3	6314	4.4%
4	6992	4.8%
5	6905	4.8%
6	6048	4.2%
7	5445	3.8%
8	5030	3.5%
9	4647	3.2%

Value	Count	Frequency (%)
985	1	< 0.1%
786	1	< 0.1%
748	1	< 0.1%
728	1	< 0.1%
604	1	< 0.1%
582	1	< 0.1%
544	1	< 0.1%
534	1	< 0.1%
518	1	< 0.1%
512	1	< 0.1%

time_lapsed
Real number (ℝ)

Distinct	3381
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1363.3769

Minimum	-1
Maximum	3397
Zeros	20
Zeros (%)	< 0.1%
Negative	1
Negative (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-1
5-th percentile	180
Q1	753
median	1459
Q3	1685
95-th percentile	2870
Maximum	3397
Range	3398
Interquartile range (IQR)	932

Descriptive statistics

Standard deviation	767.82278
Coefficient of variation (CV)	0.56317719
Kurtosis	-0.24908813
Mean	1363.3769
Median Absolute Deviation (MAD)	505
Skewness	0.38584537
Sum	1.9656487 × 10⁸
Variance	589551.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1644	286	0.2%
1645	278	0.2%
1643	272	0.2%
1664	270	0.2%
1657	267	0.2%
1650	267	0.2%
1663	265	0.2%
1601	265	0.2%
1659	265	0.2%
1658	261	0.2%
Other values (3371)	141479	98.1%

Value	Count	Frequency (%)
-1	1	< 0.1%
0	20	< 0.1%
1	27	< 0.1%
2	32	< 0.1%
3	25	< 0.1%
4	31	< 0.1%
5	40	< 0.1%
6	36	< 0.1%
7	37	< 0.1%
8	34	< 0.1%

Value	Count	Frequency (%)
3397	1	< 0.1%
3395	2	< 0.1%
3392	1	< 0.1%
3391	1	< 0.1%
3390	1	< 0.1%
3384	1	< 0.1%
3383	1	< 0.1%
3382	1	< 0.1%
3379	2	< 0.1%
3376	1	< 0.1%

Deviation of star ratings
Real number (ℝ)

High correlation

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39759736

Minimum	0
Maximum	3.9
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.2
median	0.2
Q3	0.4
95-th percentile	0.9
Maximum	3.9
Range	3.9
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.4761856
Coefficient of variation (CV)	1.1976578
Kurtosis	21.947658
Mean	0.39759736
Median Absolute Deviation (MAD)	0.1
Skewness	4.2872441
Sum	57323.6
Variance	0.22675273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.2	59712	41.4%
0.3	30855	21.4%
0.4	12990	9.0%
0.1	12750	8.8%
0.7	6663	4.6%
0.8	6268	4.3%
0.6	4461	3.1%
0.5	3173	2.2%
1.7	1385	1.0%
1.8	1353	0.9%
Other values (30)	4565	3.2%

Value	Count	Frequency (%)
0	8	< 0.1%
0.1	12750	8.8%
0.2	59712	41.4%
0.3	30855	21.4%
0.4	12990	9.0%
0.5	3173	2.2%
0.6	4461	3.1%
0.7	6663	4.6%
0.8	6268	4.3%
0.9	254	0.2%

Value	Count	Frequency (%)
3.9	26	< 0.1%
3.8	348	0.2%
3.7	339	0.2%
3.6	268	0.2%
3.5	89	0.1%
3.4	51	< 0.1%
3.3	34	< 0.1%
3.2	2	< 0.1%
3.1	6	< 0.1%
3	2	< 0.1%

FOG Index
Real number (ℝ)

High correlation

Distinct	2262
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.424791

Minimum	0
Maximum	396.36
Zeros	15
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	3.2
median	11.33
Q3	16.73
95-th percentile	33.4
Maximum	396.36
Range	396.36
Interquartile range (IQR)	13.53

Descriptive statistics

Standard deviation	11.810657
Coefficient of variation (CV)	0.9505719
Kurtosis	39.166966
Mean	12.424791
Median Absolute Deviation (MAD)	6.72
Skewness	3.5747908
Sum	1791344.2
Variance	139.49162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	9628	6.7%
0.8	9369	6.5%
1.2	4214	2.9%
1.6	3612	2.5%
10	3405	2.4%
2	3357	2.3%
8.04	3260	2.3%
20.8	3196	2.2%
11.6	3070	2.1%
2.4	2672	1.9%
Other values (2252)	98392	68.2%

Value	Count	Frequency (%)
0	15	< 0.1%
0.4	9628	6.7%
0.8	9369	6.5%
1.2	4214	2.9%
1.6	3612	2.5%
2	3357	2.3%
2.4	2672	1.9%
2.8	2252	1.6%
3.2	1839	1.3%
3.6	1576	1.1%

Value	Count	Frequency (%)
396.36	1	< 0.1%
320.81	1	< 0.1%
306.04	1	< 0.1%
295.16	1	< 0.1%
247.63	1	< 0.1%
234.66	1	< 0.1%
224.36	1	< 0.1%
216.22	1	< 0.1%
208.67	1	< 0.1%
207.46	1	< 0.1%

Flesch Reading Ease
Real number (ℝ)

High correlation

Distinct	1438
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.945715

Minimum	-3093.59
Maximum	206.84
Zeros	0
Zeros (%)	0.0%
Negative	10076
Negative (%)	7.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-3093.59
5-th percentile	-8.73
Q1	37.98
median	62.34
Q3	85.69
95-th percentile	121.22
Maximum	206.84
Range	3300.43
Interquartile range (IQR)	47.71

Descriptive statistics

Standard deviation	45.137746
Coefficient of variation (CV)	0.75297702
Kurtosis	210.82505
Mean	59.945715
Median Absolute Deviation (MAD)	24.02
Skewness	-5.2209111
Sum	8642673.5
Variance	2037.4161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
121.22	7558	5.2%
120.21	6193	4.3%
77.91	2592	1.8%
-47.99	2131	1.5%
119.19	2052	1.4%
35.61	2039	1.4%
36.62	1925	1.3%
75.88	1641	1.1%
-6.7	1551	1.1%
93.81	1453	1.0%
Other values (1428)	115040	79.8%

Value	Count	Frequency (%)
-3093.59	1	< 0.1%
-1739.99	1	< 0.1%
-1147.79	1	< 0.1%
-978.59	4	< 0.1%
-902.93	1	< 0.1%
-893.99	1	< 0.1%
-809.39	2	< 0.1%
-751.7	1	< 0.1%
-724.79	3	< 0.1%
-721.59	1	< 0.1%

Value	Count	Frequency (%)
206.84	15	< 0.1%
121.22	7558	5.2%
120.21	6193	4.3%
119.19	2052	1.4%
118.18	1334	0.9%
117.16	932	0.6%
116.15	612	0.4%
115.13	450	0.3%
114.12	326	0.2%
113.1	203	0.1%

Interactions

Correlations

	Deviation of star ratings	FOG Index	Flesch Reading Ease	Rating	Topic_1	Topic_2	Topic_3	Topic_4	Topic_5	avg_rating	breadth	depth	helpfulness	num_of_enrolled	num_of_ratings	num_of_reviews	num_of_top_instructor_courses	num_of_top_instructor_leaners	sentiment_score_continuous	sentiment_score_discrete	sst5_sentiment_score	text_length	time_lapsed
Deviation of star ratings	1.000	-0.020	0.021	0.939	0.172	-0.006	-0.065	0.034	0.096	-0.790	-0.001	0.026	0.164	-0.453	-0.510	-0.483	-0.315	-0.406	-0.366	0.371	0.375	-0.026	-0.017
FOG Index	-0.020	1.000	-0.829	0.056	-0.030	0.046	0.100	0.219	0.028	0.066	-0.204	0.134	0.145	0.093	0.089	0.079	-0.033	-0.017	0.033	0.046	0.057	0.680	0.096
Flesch Reading Ease	0.021	-0.829	1.000	0.022	0.027	-0.053	-0.143	-0.249	-0.080	-0.047	0.230	-0.049	-0.116	-0.041	-0.040	-0.031	0.018	0.022	-0.090	0.032	0.028	-0.440	-0.046
Rating	0.939	0.056	0.022	1.000	0.064	0.043	0.065	0.045	0.023	0.117	0.070	0.062	0.045	0.113	0.114	0.119	0.072	0.093	0.420	0.386	0.383	0.074	0.033
Topic_1	0.172	-0.030	0.027	0.064	1.000	0.022	-0.330	0.159	0.249	-0.126	-0.068	0.369	0.025	-0.099	-0.094	-0.088	-0.059	-0.090	-0.388	0.218	0.126	-0.065	-0.028
Topic_2	-0.006	0.046	-0.053	0.043	0.022	1.000	-0.221	0.256	0.322	0.013	-0.118	0.435	0.005	-0.023	-0.023	-0.022	0.035	0.013	0.036	0.127	0.097	0.023	-0.019
Topic_3	-0.065	0.100	-0.143	0.065	-0.330	-0.221	1.000	-0.037	-0.001	0.085	-0.633	-0.536	0.037	0.084	0.078	0.075	0.059	0.070	0.057	0.125	0.094	0.257	-0.004
Topic_4	0.034	0.219	-0.249	0.045	0.159	0.256	-0.037	1.000	0.480	-0.018	-0.219	0.370	0.018	-0.065	-0.055	-0.055	-0.017	-0.041	0.021	0.119	0.108	-0.034	-0.009
Topic_5	0.096	0.028	-0.080	0.023	0.249	0.322	-0.001	0.480	1.000	-0.062	-0.276	0.369	0.017	-0.077	-0.074	-0.067	-0.008	-0.041	-0.191	0.111	0.096	-0.052	-0.035
avg_rating	-0.790	0.066	-0.047	0.117	-0.126	0.013	0.085	-0.018	-0.062	1.000	-0.040	-0.030	-0.115	0.491	0.572	0.529	0.386	0.484	0.183	0.092	0.095	0.099	0.003
breadth	-0.001	-0.204	0.230	0.070	-0.068	-0.118	-0.633	-0.219	-0.276	-0.040	1.000	0.062	-0.076	-0.048	-0.042	-0.041	-0.033	-0.031	0.072	0.137	0.108	-0.288	0.016
depth	0.026	0.134	-0.049	0.062	0.369	0.435	-0.536	0.370	0.369	-0.030	0.062	1.000	0.019	-0.012	-0.004	0.000	-0.069	-0.066	0.007	0.130	0.128	0.117	0.078
helpfulness	0.164	0.145	-0.116	0.045	0.025	0.005	0.037	0.018	0.017	-0.115	-0.076	0.019	1.000	-0.123	-0.142	-0.140	-0.072	-0.098	-0.119	0.026	0.029	0.169	0.020
num_of_enrolled	-0.453	0.093	-0.041	0.113	-0.099	-0.023	0.084	-0.065	-0.077	0.491	-0.048	-0.012	-0.123	1.000	0.937	0.943	0.353	0.635	0.157	0.084	0.092	0.156	0.126
num_of_ratings	-0.510	0.089	-0.040	0.114	-0.094	-0.023	0.078	-0.055	-0.074	0.572	-0.042	-0.004	-0.142	0.937	1.000	0.984	0.384	0.605	0.152	0.078	0.091	0.152	0.215
num_of_reviews	-0.483	0.079	-0.031	0.119	-0.088	-0.022	0.075	-0.055	-0.067	0.529	-0.041	0.000	-0.140	0.943	0.984	1.000	0.341	0.569	0.152	0.085	0.098	0.141	0.201
num_of_top_instructor_courses	-0.315	-0.033	0.018	0.072	-0.059	0.035	0.059	-0.017	-0.008	0.386	-0.033	-0.069	-0.072	0.353	0.384	0.341	1.000	0.851	0.066	0.067	0.049	-0.029	-0.324
num_of_top_instructor_leaners	-0.406	-0.017	0.022	0.093	-0.090	0.013	0.070	-0.041	-0.041	0.484	-0.031	-0.066	-0.098	0.635	0.605	0.569	0.851	1.000	0.114	0.075	0.078	0.004	-0.186
sentiment_score_continuous	-0.366	0.033	-0.090	0.420	-0.388	0.036	0.057	0.021	-0.191	0.183	0.072	0.007	-0.119	0.157	0.152	0.152	0.066	0.114	1.000	0.779	0.556	-0.070	0.028
sentiment_score_discrete	0.371	0.046	0.032	0.386	0.218	0.127	0.125	0.119	0.111	0.092	0.137	0.130	0.026	0.084	0.078	0.085	0.067	0.075	0.779	1.000	0.483	0.064	0.037
sst5_sentiment_score	0.375	0.057	0.028	0.383	0.126	0.097	0.094	0.108	0.096	0.095	0.108	0.128	0.029	0.092	0.091	0.098	0.049	0.078	0.556	0.483	1.000	0.075	0.038
text_length	-0.026	0.680	-0.440	0.074	-0.065	0.023	0.257	-0.034	-0.052	0.099	-0.288	0.117	0.169	0.156	0.152	0.141	-0.029	0.004	-0.070	0.064	0.075	1.000	0.148
time_lapsed	-0.017	0.096	-0.046	0.033	-0.028	-0.019	-0.004	-0.009	-0.035	0.003	0.016	0.078	0.020	0.126	0.215	0.201	-0.324	-0.186	0.028	0.037	0.038	0.148	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	course_name	Rating	avg_rating	num_of_ratings	helpfulness	Review_Text	num_of_reviews	num_of_enrolled	num_of_top_instructor_courses	num_of_top_instructor_leaners	depth	breadth	Topic_1	Topic_2	Topic_3	Topic_4	Topic_5	sentiment_score_continuous	sentiment_score_discrete	sst5_sentiment_score	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease
0	foundations-of-cybersecurity	5	4.8	27905	54	The course is well paced and they get you comfortable with the topics even though we do not have any sort of prior exposure in this field It is very good for the beginners who are new to this field	5510	988223	325	11153139	-32.354067	0.837081	5.460677e-01	3.930000e-19	0.444486	8.961206e-03	4.852320e-04	4.111	4	4	40	490	0.2	19.00	64.72
1	foundations-of-cybersecurity	5	4.8	27905	44	Information was well organized, easy to learn, and study with frequent note writing, and some breaks You can learn a good brief summary of whats to come, and what to research more in the future	5510	988223	325	11153139	-64.023811	1.071179	6.207771e-01	4.990000e-19	0.379223	4.990000e-19	4.990000e-19	3.879	4	4	35	559	0.2	17.43	61.33
2	foundations-of-cybersecurity	5	4.8	27905	41	For a foundation course, this one was easy to understand, it explained all basic concepts in a fluid way and built up the base for the upcoming courses Im eager to move on to the other courses now	5510	988223	325	11153139	-81.768786	0.699471	5.870000e-19	5.870000e-19	1.000000	5.870000e-19	5.870000e-19	4.258	4	4	38	565	0.2	17.31	49.83
3	foundations-of-cybersecurity	5	4.8	27905	32	I think this is a great start for anyone who is starting from absolute zero I think that since Ive been toying with the idea of getting into Cybersecurity for 2 years now, it was a great refresher	5510	988223	325	11153139	-48.512736	2.405987	1.943115e-03	9.377472e-01	0.060310	3.300000e-19	3.300000e-19	4.642	5	4	38	326	0.2	18.36	49.83
4	foundations-of-cybersecurity	5	4.8	27905	24	Surprised by the quality of this course repeating items so you learn by seeing definitions and concepts over and over again while using great analogy to make difficult concept understandable	5510	988223	325	11153139	-63.557487	1.049261	2.940000e-19	6.030008e-01	0.396999	2.940000e-19	2.940000e-19	4.508	5	4	30	561	0.2	20.00	41.03
5	foundations-of-cybersecurity	5	4.8	27905	21	Cybersecurity is a critical and multifaceted field that involves protecting computer systems, networks, and data from various digital threats Here is a review of the foundations of cybersecurity	5510	988223	325	11153139	-82.561179	0.699471	3.640000e-18	3.640000e-18	1.000000	3.640000e-18	3.640000e-18	3.961	4	4	28	399	0.2	22.63	0.76
6	foundations-of-cybersecurity	1	4.8	27905	18	In the certificate , why am i not getting my name printed Instead Coursera Learner	5510	988223	325	11153139	-82.528191	0.699471	3.370000e-18	3.370000e-18	1.000000	3.370000e-18	3.370000e-18	2.085	1	3	15	532	3.8	8.46	65.73
7	foundations-of-cybersecurity	5	4.8	27905	9	Dear Instructors of the Foundations of Cybersecurity Course at Google,I wanted to take a moment to express my deepest gratitude for the incredible learning experience you provided throughout the course Your expertise, dedication, and passion for cybersecurity have truly made a lasting impact on my journey in this fieldFirstly, allow me to introduce myself My name is Your Name, and I embarked on this course with a strong desire to deepen my understanding of cybersecurity and acquire the necessary skills to contribute meaningfully to the industry As a lifelong learner, I am always seeking opportunities to expand my knowledge and stay updated with the latest developments in technology This course seemed like the perfect fit to enhance my cybersecurity expertiseI chose to take this course because I firmly believe that cybersecurity is a critical aspect of our increasingly digital world With the growing threats and vulnerabilities that organizations and individuals face, I wanted to equip myself with the knowledge and skills to make a tangible difference in securing digital systems and protecting sensitive information The Foundations of Cybersecurity course seemed like the ideal starting point to build a strong foundation in this fieldI am pleased to share that the course has exceeded my expectations in every way From the very beginning, the course structure, content, and delivery were impeccable The way you organized the modules and topics ensured a smooth learning journey, allowing me to grasp the fundamental concepts before diving into more advanced areasWhat I truly loved about the course was the emphasis on practicality The handson labs and simulations were invaluable in reinforcing the theoretical knowledge and providing a realworld perspective Being able to apply the concepts in a practical setting not only enhanced my technical skills but also instilled confidence in my ability to tackle realworld cybersecurity challengesFurthermore, the breadth of topics covered in the course was remarkable From threat analysis to network security, encryption, incident response, and compliance, every aspect was explored in depth, providing a comprehensive understanding of the cybersecurity landscape I appreciated the balance between theory and practical applications, as it allowed me to develop a holistic understanding of the subject matterYour dedication as instructors was evident throughout the course The quality of the course materials, including the informative videos, interactive quizzes, and additional readings, showcased the meticulous effort put into curating the content Your ability to simplify complex concepts and communicate them effectively is commendableThe course has had a significant impact on my professional growth Not only have I gained a solid understanding of cybersecurity fundamentals, but I have also acquired practical skills that I can immediately apply in realworld scenarios The course has expanded my career prospects and opened doors to exciting opportunities in the cybersecurity fieldI am truly grateful for the knowledge and insights I gained from this course Your guidance and expertise have played a crucial role in shaping my cybersecurity journey The impact you have made on my professional development is immeasurableThank you once again for your dedication, passion, and commitment to providing an exceptional learning experience I am proud to have been a student in the Foundations of Cybersecurity course at Google, and I look forward to continuing my cybersecurity journey with the skills and knowledge I have acquiredWith utmost appreciation,Jalal Saleem	5510	988223	325	11153139	-15.875180	0.457522	5.238462e-03	3.088402e-02	0.948642	8.217229e-03	7.018596e-03	4.790	5	4	544	539	0.2	224.36	-506.07
8	foundations-of-cybersecurity	3	4.8	27905	9	The questions on the quizzes were often meaningless and the multiple choice answers were unbelievably vague and illdefined to the point where no answer was entirely correct	5510	988223	325	11153139	-67.600821	0.620947	1.456140e-02	7.570000e-18	0.985439	7.570000e-18	7.570000e-18	1.711	2	2	27	560	1.8	16.73	44.07
9	foundations-of-cybersecurity	5	4.8	27905	8	The instructors for the course did an amazing job at presenting all of the information to us The course is informative and definitely will expand your knowledge specifically over Cybersecurity	5510	988223	325	11153139	-49.913068	0.634933	6.520330e-04	9.816652e-03	0.989531	3.730000e-19	3.730000e-19	4.770	5	5	30	535	0.2	21.33	24.11

	course_name	Rating	avg_rating	num_of_ratings	Review_Text	num_of_reviews	num_of_enrolled	num_of_top_instructor_courses	num_of_top_instructor_leaners	depth	breadth	Topic_1	Topic_2	Topic_3	Topic_4	Topic_5	sentiment_score_continuous	sentiment_score_discrete	sst5_sentiment_score	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease
144165	java-programming-arrays-lists-data	1	4.7	3168	Not good	515	160710	18	1071441	-81.027163	2.840657	1.000000e+00	1.060000e-19	1.060000e-19	1.060000e-19	1.060000e-19	1.465	1	3	2	1536	3.7	0.80	120.21
144166	introduction-to-applied-cryptography	5	4.6	66	This course by Professor Keith Martin is a fastpaced introduction to the basics of cryptography and six important classes of applicationsEven though the course is aimed at beginners, it contains a lot of material eg, on mobile telephony that will be of interest to advanced students as wellWhat I appreciated most about the course was the broad perspective and the relaxed manner in which serious knowledge was taught	9	9693	2	83454	-14.729820	0.356759	1.836691e-02	2.151584e-02	9.150897e-01	3.176309e-02	1.326444e-02	3.972	4	4	68	452	0.4	33.67	-6.01
144167	introduction-to-applied-cryptography	5	4.6	66	Thank you so much during this 4 weeks, i gained more knowledges about cryptography in this course This course really help me to learn in flexiblw time	9	9693	2	83454	-81.484399	0.699471	3.050000e-19	3.050000e-19	1.000000e+00	3.050000e-19	3.050000e-19	4.825	5	4	27	564	0.4	13.76	69.45
144168	introduction-to-applied-cryptography	5	4.6	66	very useful and informative course	9	9693	2	83454	-81.567367	0.699471	3.690000e-19	3.690000e-19	1.000000e+00	3.690000e-19	3.690000e-19	4.615	5	5	5	564	0.4	10.00	49.48
144169	introduction-to-applied-cryptography	5	4.6	66	Challenging and very enratainent	9	9693	2	83454	-82.579036	0.699471	3.790000e-18	3.790000e-18	1.000000e+00	3.790000e-18	3.790000e-18	4.490	5	4	4	454	0.4	11.60	50.50
144170	introduction-to-applied-cryptography	5	4.6	66	very good education	9	9693	2	83454	-81.496061	2.840657	1.000000e+00	3.130000e-19	3.130000e-19	3.130000e-19	3.130000e-19	4.514	5	5	3	389	0.4	14.53	34.59
144171	introduction-to-applied-cryptography	5	4.6	66	good to learn	9	9693	2	83454	-63.354354	2.040942	8.773162e-01	1.560000e-19	1.226838e-01	1.560000e-19	1.560000e-19	3.952	4	4	3	18	0.4	1.20	119.19
144172	introduction-to-applied-cryptography	5	4.6	66	It is Good	9	9693	2	83454	-81.027163	2.840657	1.000000e+00	1.060000e-19	1.060000e-19	1.060000e-19	1.060000e-19	3.900	4	4	3	390	0.4	1.20	119.19
144173	introduction-to-applied-cryptography	5	4.6	66	excellent	9	9693	2	83454	-80.898766	3.986059	7.920000e-20	7.920000e-20	7.920000e-20	1.000000e+00	7.920000e-20	4.833	5	4	1	197	0.4	40.40	-47.99
144174	introduction-to-applied-cryptography	5	4.6	66	OK	9	9693	2	83454	-69.047883	0.568156	3.040489e-02	5.740000e-17	9.695951e-01	5.740000e-17	5.740000e-17	3.447	3	4	1	428	0.4	0.40	121.22

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	course_name	Rating	avg_rating	num_of_ratings	helpfulness	Review_Text	num_of_reviews	num_of_enrolled	num_of_top_instructor_courses	num_of_top_instructor_leaners	depth	breadth	Topic_1	Topic_2	Topic_3	Topic_4	Topic_5	sentiment_score_continuous	sentiment_score_discrete	sst5_sentiment_score	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	# duplicates
0	introcss	5	4.8	9568	0	Excellent course	1630	221414	60	4384601	-12.660637	2.563043	0.000911	0.007787	0.187166	0.800876	0.00326	4.844	5	4	2	1560	0.2	20.8	35.61	2

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